An update of what I did. Apparently, one of my lab mates installed another
version of OpenMPI manually and it clashed with the OpenMPI I installed from
the Ubuntu repository. I manually identified the files installed and deleted
them. After I installed OpenMPI from Ubuntu repository, my "mpirun.openmpi"
works!